How much do universal anthropometric standards bias the global monitoring of obesity and undernutrition?

Obesity Reviews

Volumn 17, Issue 11, 2016, Pages 1030-1039

  Hruschka, D J ^a   Hadley, C ^b  

^a ARIZONA STATE UNIVERSITY   (United States)

^b EMORY UNIVERSITY   (United States)

Author keywords

Anthropometric; body mass index; growth standards; undernutrition; weight for height

Indexed keywords

ABDOMINAL OBESITY; ANTHROPOMETRIC PARAMETERS; ANTHROPOMETRY; BIOLOGICAL MONITORING; BODY BUILD; BODY GROWTH; BODY HEIGHT; BODY MASS; BODY WEIGHT; HUMAN; MALNUTRITION; NUTRITION; OBESITY; POPULATION; PREVALENCE; REVIEW; STANDARD; WAIST CIRCUMFERENCE; WAIST HIP RATIO; WAIST TO HEIGHT RATIO;

EID: 84990841970     PISSN: 14677881     EISSN: 1467789X     Source Type: Journal    
DOI: 10.1111/obr.12449     Document Type: Review

References (81)

1. De Onis M. WHO Child Growth Standards: Length/height-for-age, Weight-for-age, Weight-for-length, Weight-for-height and Body Mass Index-for-age. WHO: Geneva, Switzerland, 2006.
2. Finucane MM, Stevens GA, Cowan MJ, Danaei G, Lin JK, Paciorek CJ. National, regional, and global trends in body-mass index since 1980: a systematic analysis of health examination surveys and epidemiological studies with 960 country-years and 9.1 million participants. Lancet 2011; 377: 557–567.
3. Ng M, Fleming T, Robinson M, Thomson B, Graetz N, Margono C. Global, regional, and national prevalence of overweight and obesity in children and adults during 1980–2013: a systematic analysis for the Global Burden of Disease Study 2013. The Lancet 2014; 384(9945): 766–781.
4. Jensen MD, Ryan DH, Apovian CM, Ard JD, Comuzzie AG, Donato KA. 2013 AHA/ACC/TOS guideline for the management of overweight and obesity in adults: a report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines and The Obesity Society. J Am Coll Cardiol 2014; 63(25_PA): 2985–3023.
5. Bailey K, Ferro-Luzzi A. Use of body mass index of adults in assessing individual and community nutritional status. Bull World Health Organ 1995; 73(5): 673.
6. Black RE, Victora CG, Walker SP, Bhutta ZA, Christian P, De Onis M. Maternal and child undernutrition and overweight in low-income and middle-income countries. The Lancet 2013; 382(9890): 427–451.
7. de Koning L, Merchant AT, Pogue J, Anand SS. Waist circumference and waist-to-hip ratio as predictors of cardiovascular events: meta-regression analysis of prospective studies. Eur Heart J 2007; 28(7): 850–856.
8. Collins S. Using middle upper arm circumference to assess severe adult malnutrition during famine. JAMA 1996; 276(5): 391–395.
9. Heymsfield SB, Scherzer R, Pietrobelli A, Lewis CE, Grunfeld C. Body mass index as a phenotypic expression of adiposity: quantitative contribution of muscularity in a population-based sample. Int J Obes (Lond) 2009; 33(12): 1363–1373.
10. Fox CS, Massaro JM, Hoffmann U, Pou KM, Maurovich-Horvat P, Liu C-Y. Abdominal visceral and subcutaneous adipose tissue compartments association with metabolic risk factors in the Framingham Heart Study. Circulation 2007; 116(1): 39–48.
11. Md O, Onyango AW, Borghi E, Siyam A, Nishida C, Siekmann J. Development of a WHO growth reference for school-aged children and adolescents. Bull World Health Organ 2007; 85(9): 660–667.
12. de Onis M, Onyango A, Borghi E, Siyam A, Blössner M, Lutter C. Worldwide implementation of the WHO child growth standards. Public Health Nutr 2012; 15(09): 1603–1610.
13. World Health Organization. Global database on body mass index. www.who.int/bmi/index.jsp2012 (accessed on 21 June, 2016).
14. WHO Expert Consultation. Appropriate body-mass index for Asian populations and its implications for policy and intervention strategies. Lancet 2004; 363: 157–163.
15. World Health Organization. International association for the study of obesity, international obesity task force. The Asia-Pacific perspective: Redefining obesity and its treatment. 2000:15–21.
16. Takahashi H, Mori M. Characteristics and significance of criteria for obesity disease in Japan 2011. Nihon Rinsho Jpn J clin Med 2013; 71(2): 257–261.
17. Misra A, Chowbey P, Makkar B, Vikram N, Wasir J, Chadha D. Consensus statement for diagnosis of obesity, abdominal obesity and the metabolic syndrome for Asian Indians and recommendations for physical activity, medical and surgical management. JAPI 2009; 57(2): 163–170.
18. He W, Li Q, Yang M, Jiao J, Ma X, Zhou Y. Lower BMI cutoffs to define overweight and obesity in China. Obesity 2015; 23(3): 684–691.
19. Wen CP, Cheng TYD, Tsai SP, Chan HT, Hsu HL, Hsu CC. Are Asians at greater mortality risks for being overweight than Caucasians? Redefining obesity for Asians. Public Health Nutr 2009; 12(04): 497–506.
20. Graitcer P, Gentry E. Measuring children: one reference for all. The Lancet 1981; 318(8241): 297–299.
21. Habicht J-P, Yarbrough C, Martorell R, Malina R, Klein R. Height and weight standards for preschool children: how relevant are ethnic differences in growth potential? The Lancet 1974; 303(7858): 611–615.
22. Norgan NG. Population differences in body composition in relation to the body mass index. Eur J Clin Nutr 1994a; 48(3): S10–S27.
23. Hruschka DJ, Rush EC, Brewis AA. Accounting for population differences in the relationship between height, weight and fat mass: an application of Burton's model. Am J Phys Anthropol 2013; 151(1): 68–76.
24. Rush EC, Freitas I, Plank LD. Body size, body composition and fat distribution: comparative analysis of European, Maori, Pacific Island and Asian Indian adults. Br J Nutr 2009; 102: 632–641.
25. Deurenberg P, Yap M, vanStaveren WA. Body mass index and percent body fat: a meta analysis among different ethnic groups. Int J Obes (Lond) 1998; 22(12): 1164–1171.
26. Deurenberg P, Deurenberg Yap M, Wang J, Lin FP, Schmidt G. The impact of body build on the relationship between body mass index and percent body fat. Int J Obes (Lond) 1999; 23: 537–542.
27. Norgan NG. Relative sitting height and the interpretation of the body mass index. Ann Hum Biol 1994b; 21(1): 79–82.
28. Ruff C. Variation in human body size and shape. Annu Rev Anthropol 2002; 31: 211–232.
29. Garn SM, Leonard WR, Hawthorne VM. Three limitations of the body mass index. Am J Clin Nutr 1986; 44(6): 996–997.
30. Katzmarzyk PT, Leonard WR. Climatic influences on human body size and proportions: ecological adaptations and secular trends. Am J Phys Anthropol 1998; 106(4): 483–503.
31. Heymsfield S, Peterson C, Thomas D, Heo M, Schuna J. Why are there race/ethnic differences in adult body mass index–adiposity relationships? A quantitative Cr Rev Obes Revi 2015; 17(3): 262–275.
32. Rosenberg KR, Zuné L, Ruff CB. Body size, body proportions, and encephalization in a Middle Pleistocene archaic human from northern China. Proc Natl Acad Sci U S A 2006; 103(10): 3552–3556.
33. Lear SA, Humphries KH, Kohli S, Birmingham CL. The use of BMI and waist circumference as surrogates of body fat differs by ethnicity. Obesity 2007a; 15: 2817–2824.
34. Lear SA, Humphries KH, Kohli S, Chockalingam A, Frohlich JJ, Birmingham CL. Visceral adipose tissue accumulation differs according to ethnic background: results of the Multicultural Community Health Assessment Trial (M-CHAT). Am J Clin Nutr 2007b; 86(2): 353–359.
35. Araneta MRG, Barrett-Connor E. Ethnic differences in visceral adipose tissue and type 2 diabetes: Filipino, African–American, and white women. Obes Res 2005; 13(8): 1458–1465.
36. Shaikh S, Jones-Smith JC, Schulze K, Ali H, Christian P, Shamim AA. Excessive adiposity at low BMI levels among women in rural Bangladesh. J Nutr Sci 2016; 5 e11.
37. Dulloo AG, Jacquet J, Solinas G, Montani J-P, Schutz Y. Body composition phenotypes in pathways to obesity and the metabolic syndrome. Int J Obes (Lond) 2010; 34: S4–S17.
38. Wells J. Ethnic variability in adiposity, thrifty phenotypes and cardiometabolic risk: addressing the full range of ethnicity, including those of mixed ethnicity. Obes Rev 2012a; 13(S2): 14–29.
39. Wells JCK. Ecogeographical associations between climate and human body composition: analyses based on anthropometry and skinfolds. Am J Phys Anthropol 2012b; 147(2): 169–186.
40. Craig P, Halavatau V, Comino E, Caterson I. Differences in body composition between Tongans and Australians: time to rethink the healthy weight ranges? Int J Obes Relat Metab Disord 2001; 25(12): 1806–1814.
41. Burton RF. Estimation of adiposity from body mass and height: a comparison of regression methods. Int J Body Compos Res 2010; 8(3): 77–84.
42. Garrow JS, Webster J. Quetelet's index (W/H2) as a measure of fatness. Int J Obes (Lond) 1984; 9(2): 147–153.
43. Webster J, Hesp R, Garrow J. The composition of excess weight in obese women estimated by body density, total body water and total body potassium. Hum Nutr Clin Nutr 1984; 38(4): 299–306.
44. Forbes GB. Body fat content influences the body composition response to nutrition and exercise. Ann N Y Acad Sci 2000; 904: 359–365.
45. Hall K. Body fat and fat-free mass inter-relationships: Forbes' theory revisited. Br J Nutr 2007; 97: 1059–1063.
46. Thomas D, Das SK, Levine JA, Martin CK, Mayer L, McDougall A. New fat free mass-fat mass model for use in physiological energy balance equations. Nutr Metab 2010; 7(1): 1.
47. Poh BK, Wong JE, Norimah AK, Deurenberg P. Differences in body build in children of different ethnic groups and its impact on the prevalence of stunting, thinness, overweight, and obesity. Food Nutr Bull 2016; 37: 3–13. 0379572115626025.
48. Hruschka DJ, Brewis AA. Absolute wealth and world region strongly predict overweight among women (ages 18–49) in 360 populations across 36 developing countries. Econ Hum Biol 2013; 11(3): 337–344.
49. Hruschka DJ, Hadley C, Brewis A. Disentangling basal and accumulated body mass for cross-population comparisons. Am J Phys Anthropol 2014; 153(4): 542–550.
50. Hadley C, Hruschka DJ. Population level differences in adult body mass emerge in infancy and early childhood: evidence from a global sample of low and lower-income countries. Am J Phys Anthropol 2014; 154(2): 232–238.
51. Hruschka DJ, Hadley C, Brewis AA, Stojanowski CM. Genetic population structure accounts for contemporary ecogeographic patterns in tropic and subtropic-dwelling humans. PLoS One 2015a; 10(3e0122301): 1–17.
52. Chang VW, Lauderdale DS. Income disparities in body mass index and obesity in the United States, 1971–2002. Arch Intern Med 2005; 165(18): 2122–2128.
53. Flegal KM, Carroll MD, Kit BK, Ogden CL. Prevalence of obesity and trends in body mass index among US adults, 1999–2010. JAMA 2012; 307(5): 491–497.
54. Hruschka DJ, Gerkey D, Hadley C. Estimating the absolute wealth of households. Bull World Health Organ 2015b; 93(7): 483–490.
55. Cowgill LW, Eleazer CD, Auerbach BM, Temple DH, Okazaki K. Developmental variation in ecogeographic body proportions. Am J Phys Anthropol 2012; 148(4): 557–570.
56. Hedderson M, Ehrlich S, Sridhar S, Darbinian J, Moore S, Ferrara A. Racial/ethnic disparities in the prevalence of gestational diabetes mellitus by BMI. Diabetes Care 2012; 35(7): 1492–1498.
57. Gupta LS, Wu CC, Young S, Perlman SE. Prevalence of Diabetes in New York City, 2002–2008 Comparing foreign-born South Asians and other Asians with US-born whites, blacks, and Hispanics. Diabetes Care 2011; 34(8): 1791–1793.
58. Shai I, Jiang R, Manson JE, Stampfer MJ, Willett WC, Colditz GA. Ethnicity, obesity, and risk of type 2 diabetes in women. A 20-year follow-up study. Diabetes Care 2006; 29(7): 1585–1590.
59. Yoon K-H, Lee J-H, Kim J-W, Cho JH, Choi Y-H, Ko S-H. Epidemic obesity and type 2 diabetes in Asia. The Lancet 2006; 368(9548): 1681–1688.
60. Nyamdorj R, Pitkäniemi J, Tuomilehto J, Hammar N, Stehouwer C, Lam T. Ethnic comparison of the association of undiagnosed diabetes with obesity. Int J Obes (Lond) 2010; 34(2): 332–339.
61. Ma RC, Chan JC. Type 2 diabetes in East Asians: similarities and differences with populations in Europe and the United States. Ann N Y Acad Sci 2013; 1281(1): 64–91.
62. Ramachandran A, Ma RCW, Snehalatha C. Diabetes in Asia. The Lancet 2010; 375(9712): 408–418.
63. Yajnik C, Ganpule-Rao A. Review: the obesity-diabetes association: what is different in Indians? Int J Low Extrem Wounds 2010; 9(3): 113–115.
64. Beckles GL, Kirkwood BR, Carson DC, Miller GJ, Alexis SD, Byam NT. High total and cardiovascular disease mortality in adults of Indian descent in Trinidad, unexplained by major coronary risk factors. The Lancet 1986; 327(8493): 1298–1301.
65. Chiu M, Austin PC, Manuel DG, Shah BR, Tu JV. Deriving ethnic-specific BMI cutoff points for assessing diabetes risk. Diabetes Care 2011; 34(8): 1741–1748.
66. Hsu WC, Araneta MRG, Kanaya AM, Chiang JL, Fujimoto W. BMI cut points to identify at-risk Asian Americans for type 2 diabetes screening. Diabetes Care 2015; 38(1): 150–158.
67. Ntuk UE, Gill JM, Mackay DF, Sattar N, Pell JP. Ethnic-specific obesity cutoffs for diabetes risk: cross-sectional study of 490,288 UK biobank participants. Diabetes Care 2014; 37(9): 2500–2507.
68. Tillin T, Sattar N, Godsland I, Hughes A, Chaturvedi N, Forouhi N. Ethnicity-specific obesity cut-points in the development of Type 2 diabetes – a prospective study including three ethnic groups in the United Kingdom. Diabet Med 2015; 32(2): 226–234.
69. Gordon-Larsen P, Wang H, Popkin BM. Overweight dynamics in Chinese children and adults. Obesity Reviews 2014; 15(S1): 37–48.
70. Nubé M, Sonneveld BG. The geographical distribution of underweight children in Africa. Bull World Health Organ 2005; 83(10): 764–770.
71. van Wesenbeeck CF, Keyzer MA, Nubé M. Estimation of undernutrition and mean calorie intake in Africa: methodology, findings and implications. Int J Health Geogr 2009; 8(1): 1.
72. Pelletier DL, Frongillo EA Jr, Schroeder DG, Habicht J-P. The effects of malnutrition on child mortality in developing countries. Bull World Health Organ 1995; 73(4): 443.
73. Deaton A, Drèze J. Food and nutrition in India: facts and interpretations. Econ Pol Wkly 2009; 7: 42–65.
74. Lawson DW, Mulder MB, Ghiselli ME, Ngadaya E, Ngowi B, Mfinanga SG. Ethnicity and child health in northern Tanzania: Maasai pastoralists are disadvantaged compared to neighbouring ethnic groups. PLoS One 2014; 9(10e110447): 1–17.
75. Janssen I, Katzmarzyk PT, Ross R. Waist circumference and not body mass index explains obesity-related health risk. Am J Clin Nutr 2004; 79(3): 379–384.
76. Klein S, Allison DB, Heymsfield SB, Kelley DE, Leibel RL, Nonas C. Waist circumference and cardiometabolic risk: a consensus statement from shaping America's health: Association for Weight Management and Obesity Prevention; NAASO, the Obesity Society; the American Society for Nutrition; and the American Diabetes Association. Obesity 2007; 15(5): 1061–1067.
77. Jacobs EJ, Newton CC, Wang Y, Patel AV, McCullough ML, Campbell PT. Waist circumference and all-cause mortality in a large US cohort. Arch Intern Med 2010; 170(15): 1293–1301.
78. Savva S, Tornaritis M, Savva M, Kourides Y, Panagi A, Silikiotou N. Waist circumference and waist-to-height ratio are better predictors of cardiovascular disease risk factors in children than body mass index. Int J Obes (Lond) 2000; 24(11): 1453–1458.
79. Berkley J, Mwangi I, Griffiths K, Ahmed I, Mithwani S, English M. Assessment of severe malnutrition among hospitalized children in rural Kenya: comparison of weight for height and mid upper arm circumference. JAMA 2005; 294(5): 591–597.
80. Ausiello D, Shaw S. Quantitative human phenotyping: the next frontier in medicine. Trans Am Clin Climatol Assoc 2014; 125: 219.
81. Martorell R. Body size, adaptation and function. Hum Organ 1989; 48(1): 15–20.